epoch:1, training:256/19906, average_loss:0.692803, accuracy:0.4961
epoch:1, validation:64/5000, loss:0.692064, accuracy:0.5000
epoch:1, training:512/19906, average_loss:0.690384, accuracy:0.5273
epoch:1, validation:128/5000, loss:0.680917, accuracy:0.8906
epoch:1, training:768/19906, average_loss:0.680764, accuracy:0.7109
epoch:1, validation:192/5000, loss:0.666911, accuracy:0.9531
epoch:1, training:1024/19906, average_loss:0.663898, accuracy:0.7969
epoch:1, validation:256/5000, loss:0.648640, accuracy:0.9688
epoch:1, training:1280/19906, average_loss:0.641169, accuracy:0.9336
epoch:1, validation:320/5000, loss:0.616788, accuracy:0.9844
epoch:1, training:1536/19906, average_loss:0.612156, accuracy:0.9492
epoch:1, validation:384/5000, loss:0.557154, accuracy:0.9688
epoch:1, training:1792/19906, average_loss:0.562330, accuracy:0.9062
epoch:1, validation:448/5000, loss:0.463377, accuracy:0.9844
epoch:1, training:2048/19906, average_loss:0.454710, accuracy:0.9570
epoch:1, validation:512/5000, loss:0.331567, accuracy:0.9688
epoch:1, training:2304/19906, average_loss:0.332527, accuracy:0.9727
epoch:1, validation:576/5000, loss:0.206435, accuracy:0.9844
epoch:1, training:2560/19906, average_loss:0.194451, accuracy:0.9727
epoch:1, validation:640/5000, loss:0.102596, accuracy:0.9844
epoch:1, training:2816/19906, average_loss:0.116892, accuracy:0.9648
epoch:1, validation:704/5000, loss:0.021395, accuracy:1.0000
epoch:1, training:3072/19906, average_loss:0.072266, accuracy:0.9805
epoch:1, validation:768/5000, loss:0.046132, accuracy:0.9688
epoch:1, training:3328/19906, average_loss:0.048800, accuracy:0.9883
epoch:1, validation:832/5000, loss:0.020116, accuracy:0.9844
epoch:1, training:3584/19906, average_loss:0.040073, accuracy:0.9844
epoch:1, validation:896/5000, loss:0.004472, accuracy:1.0000
epoch:1, training:3840/19906, average_loss:0.057982, accuracy:0.9805
epoch:1, validation:960/5000, loss:0.000659, accuracy:1.0000
epoch:1, training:4096/19906, average_loss:0.077948, accuracy:0.9844
epoch:1, validation:1024/5000, loss:0.001392, accuracy:1.0000
epoch:1, training:4352/19906, average_loss:0.078676, accuracy:0.9766
epoch:1, validation:1088/5000, loss:0.087902, accuracy:0.9844
epoch:1, training:4608/19906, average_loss:0.068736, accuracy:0.9805
epoch:1, validation:1152/5000, loss:0.000318, accuracy:1.0000
epoch:1, training:4864/19906, average_loss:0.023642, accuracy:0.9883
epoch:1, validation:1216/5000, loss:0.011413, accuracy:1.0000
epoch:1, training:5120/19906, average_loss:0.097780, accuracy:0.9688
epoch:1, validation:1280/5000, loss:0.072212, accuracy:0.9844
epoch:1, training:5376/19906, average_loss:0.061924, accuracy:0.9766
epoch:1, validation:1344/5000, loss:0.013030, accuracy:1.0000
epoch:1, training:5632/19906, average_loss:0.046654, accuracy:0.9805
epoch:1, validation:1408/5000, loss:0.001989, accuracy:1.0000
epoch:1, training:5888/19906, average_loss:0.055009, accuracy:0.9805
epoch:1, validation:1472/5000, loss:0.003617, accuracy:1.0000
epoch:1, training:6144/19906, average_loss:0.036790, accuracy:0.9844
epoch:1, validation:1536/5000, loss:0.021617, accuracy:0.9844
epoch:1, training:6400/19906, average_loss:0.044026, accuracy:0.9844
epoch:1, validation:1600/5000, loss:0.002276, accuracy:1.0000
epoch:1, training:6656/19906, average_loss:0.011491, accuracy:1.0000
epoch:1, validation:1664/5000, loss:0.012039, accuracy:1.0000
epoch:1, training:6912/19906, average_loss:0.032683, accuracy:0.9844
epoch:1, validation:1728/5000, loss:0.005250, accuracy:1.0000
epoch:1, training:7168/19906, average_loss:0.022979, accuracy:0.9883
epoch:1, validation:1792/5000, loss:0.002678, accuracy:1.0000
epoch:1, training:7424/19906, average_loss:0.048954, accuracy:0.9922
epoch:1, validation:1856/5000, loss:0.078122, accuracy:0.9844
epoch:1, training:7680/19906, average_loss:0.020846, accuracy:0.9883
epoch:1, validation:1920/5000, loss:0.105349, accuracy:0.9688
epoch:1, training:7936/19906, average_loss:0.018833, accuracy:0.9961
epoch:1, validation:1984/5000, loss:0.021426, accuracy:0.9844
epoch:1, training:8192/19906, average_loss:0.028211, accuracy:0.9883
epoch:1, validation:2048/5000, loss:0.000810, accuracy:1.0000
epoch:1, training:8448/19906, average_loss:0.057453, accuracy:0.9883
epoch:1, validation:2112/5000, loss:0.044903, accuracy:0.9844
epoch:1, training:8704/19906, average_loss:0.043043, accuracy:0.9844
epoch:1, validation:2176/5000, loss:0.004546, accuracy:1.0000
epoch:1, training:8960/19906, average_loss:0.067994, accuracy:0.9766
epoch:1, validation:2240/5000, loss:0.002327, accuracy:1.0000
epoch:1, training:9216/19906, average_loss:0.040462, accuracy:0.9844
epoch:1, validation:2304/5000, loss:0.036139, accuracy:0.9844
epoch:1, training:9472/19906, average_loss:0.018382, accuracy:0.9922
epoch:1, validation:2368/5000, loss:0.000696, accuracy:1.0000
epoch:1, training:9728/19906, average_loss:0.030085, accuracy:0.9883
epoch:1, validation:2432/5000, loss:0.072669, accuracy:0.9688
epoch:1, training:9984/19906, average_loss:0.065980, accuracy:0.9727
epoch:1, validation:2496/5000, loss:0.107264, accuracy:0.9844
epoch:1, training:10240/19906, average_loss:0.040373, accuracy:0.9922
epoch:1, validation:2560/5000, loss:0.005048, accuracy:1.0000
epoch:1, training:10496/19906, average_loss:0.041386, accuracy:0.9922
epoch:1, validation:2624/5000, loss:0.055147, accuracy:0.9844
epoch:1, training:10752/19906, average_loss:0.030950, accuracy:0.9844
epoch:1, validation:2688/5000, loss:0.005246, accuracy:1.0000
epoch:1, training:11008/19906, average_loss:0.018262, accuracy:0.9922
epoch:1, validation:2752/5000, loss:0.004007, accuracy:1.0000
epoch:1, training:11264/19906, average_loss:0.034730, accuracy:0.9844
epoch:1, validation:2816/5000, loss:0.068101, accuracy:0.9688
epoch:1, training:11520/19906, average_loss:0.026257, accuracy:0.9922
epoch:1, validation:2880/5000, loss:0.004370, accuracy:1.0000
epoch:1, training:11776/19906, average_loss:0.024941, accuracy:0.9922
epoch:1, validation:2944/5000, loss:0.002993, accuracy:1.0000
epoch:1, training:12032/19906, average_loss:0.040181, accuracy:0.9922
epoch:1, validation:3008/5000, loss:0.001702, accuracy:1.0000
epoch:1, training:12288/19906, average_loss:0.026028, accuracy:0.9922
epoch:1, validation:3072/5000, loss:0.004387, accuracy:1.0000
epoch:1, training:12544/19906, average_loss:0.031847, accuracy:0.9883
epoch:1, validation:3136/5000, loss:0.001279, accuracy:1.0000
epoch:1, training:12800/19906, average_loss:0.009978, accuracy:0.9961
epoch:1, validation:3200/5000, loss:0.009239, accuracy:1.0000
epoch:1, training:13056/19906, average_loss:0.054978, accuracy:0.9766
epoch:1, validation:3264/5000, loss:0.019947, accuracy:0.9844
epoch:1, training:13312/19906, average_loss:0.074884, accuracy:0.9805
epoch:1, validation:3328/5000, loss:0.045995, accuracy:0.9844
epoch:1, training:13568/19906, average_loss:0.099740, accuracy:0.9609
epoch:1, validation:3392/5000, loss:0.004139, accuracy:1.0000
epoch:1, training:13824/19906, average_loss:0.057065, accuracy:0.9805
epoch:1, validation:3456/5000, loss:0.039026, accuracy:0.9844
epoch:1, training:14080/19906, average_loss:0.044356, accuracy:0.9844
epoch:1, validation:3520/5000, loss:0.008343, accuracy:1.0000
epoch:1, training:14336/19906, average_loss:0.046293, accuracy:0.9805
epoch:1, validation:3584/5000, loss:0.018700, accuracy:0.9844
epoch:1, training:14592/19906, average_loss:0.078486, accuracy:0.9648
epoch:1, validation:3648/5000, loss:0.004631, accuracy:1.0000
epoch:1, training:14848/19906, average_loss:0.025718, accuracy:0.9922
epoch:1, validation:3712/5000, loss:0.033576, accuracy:0.9844
epoch:1, training:15104/19906, average_loss:0.034877, accuracy:0.9883
epoch:1, validation:3776/5000, loss:0.001876, accuracy:1.0000
epoch:1, training:15360/19906, average_loss:0.044565, accuracy:0.9766
epoch:1, validation:3840/5000, loss:0.007674, accuracy:1.0000
epoch:1, training:15616/19906, average_loss:0.070000, accuracy:0.9727
epoch:1, validation:3904/5000, loss:0.084662, accuracy:0.9844
epoch:1, training:15872/19906, average_loss:0.036729, accuracy:0.9883
epoch:1, validation:3968/5000, loss:0.017937, accuracy:1.0000
epoch:1, training:16128/19906, average_loss:0.060050, accuracy:0.9805
epoch:1, validation:4032/5000, loss:0.020853, accuracy:1.0000
epoch:1, training:16384/19906, average_loss:0.011596, accuracy:0.9922
epoch:1, validation:4096/5000, loss:0.001814, accuracy:1.0000
epoch:1, training:16640/19906, average_loss:0.022626, accuracy:0.9922
epoch:1, validation:4160/5000, loss:0.104208, accuracy:0.9688
epoch:1, training:16896/19906, average_loss:0.032046, accuracy:0.9922
epoch:1, validation:4224/5000, loss:0.025504, accuracy:0.9844
epoch:1, training:17152/19906, average_loss:0.015455, accuracy:0.9961
epoch:1, validation:4288/5000, loss:0.015886, accuracy:0.9844
epoch:1, training:17408/19906, average_loss:0.004816, accuracy:1.0000
epoch:1, validation:4352/5000, loss:0.020585, accuracy:0.9844
epoch:1, training:17664/19906, average_loss:0.021119, accuracy:0.9922
epoch:1, validation:4416/5000, loss:0.030061, accuracy:0.9844
epoch:1, training:17920/19906, average_loss:0.034845, accuracy:0.9883
epoch:1, validation:4480/5000, loss:0.004874, accuracy:1.0000
epoch:1, training:18176/19906, average_loss:0.050192, accuracy:0.9844
epoch:1, validation:4544/5000, loss:0.065469, accuracy:0.9688
epoch:1, training:18432/19906, average_loss:0.031037, accuracy:0.9844
epoch:1, validation:4608/5000, loss:0.039436, accuracy:0.9844
epoch:1, training:18688/19906, average_loss:0.005861, accuracy:0.9961
epoch:1, validation:4672/5000, loss:0.007999, accuracy:1.0000
epoch:1, training:18944/19906, average_loss:0.045966, accuracy:0.9883
epoch:1, validation:4736/5000, loss:0.000784, accuracy:1.0000
epoch:1, training:19200/19906, average_loss:0.028020, accuracy:0.9922
epoch:1, validation:4800/5000, loss:0.013546, accuracy:0.9844
epoch:1, training:19456/19906, average_loss:0.066694, accuracy:0.9766
epoch:1, validation:4864/5000, loss:0.006183, accuracy:1.0000
epoch:1, training:19712/19906, average_loss:0.038823, accuracy:0.9844
epoch:1, validation:4928/5000, loss:0.002350, accuracy:1.0000
epoch:1, training:19904/19906, loss:0.007188, accuracy:1.0000
epoch 1, average training loss:0.109371 ; training accuracy:0.9641
epoch 1, average validation loss:0.085413 ; validation accuracy:0.9825
epoch:2, training:256/19906, average_loss:0.037823, accuracy:0.9844
epoch:2, validation:64/5000, loss:0.057512, accuracy:0.9844
epoch:2, training:512/19906, average_loss:0.009342, accuracy:0.9961
epoch:2, validation:128/5000, loss:0.021859, accuracy:0.9844
epoch:2, training:768/19906, average_loss:0.006414, accuracy:1.0000
epoch:2, validation:192/5000, loss:0.010888, accuracy:1.0000
epoch:2, training:1024/19906, average_loss:0.015221, accuracy:0.9961
epoch:2, validation:256/5000, loss:0.000837, accuracy:1.0000
epoch:2, training:1280/19906, average_loss:0.032559, accuracy:0.9844
epoch:2, validation:320/5000, loss:0.001507, accuracy:1.0000
epoch:2, training:1536/19906, average_loss:0.016797, accuracy:0.9961
epoch:2, validation:384/5000, loss:0.000295, accuracy:1.0000
epoch:2, training:1792/19906, average_loss:0.023284, accuracy:0.9883
epoch:2, validation:448/5000, loss:0.003814, accuracy:1.0000
epoch:2, training:2048/19906, average_loss:0.036473, accuracy:0.9805
epoch:2, validation:512/5000, loss:0.086899, accuracy:0.9844
epoch:2, training:2304/19906, average_loss:0.015288, accuracy:0.9922
epoch:2, validation:576/5000, loss:0.043621, accuracy:0.9844
epoch:2, training:2560/19906, average_loss:0.016836, accuracy:0.9922
epoch:2, validation:640/5000, loss:0.014246, accuracy:0.9844
epoch:2, training:2816/19906, average_loss:0.052514, accuracy:0.9844
epoch:2, validation:704/5000, loss:0.002632, accuracy:1.0000
epoch:2, training:3072/19906, average_loss:0.007469, accuracy:1.0000
epoch:2, validation:768/5000, loss:0.053790, accuracy:0.9844
epoch:2, training:3328/19906, average_loss:0.021754, accuracy:0.9961
epoch:2, validation:832/5000, loss:0.000779, accuracy:1.0000
epoch:2, training:3584/19906, average_loss:0.028103, accuracy:0.9883
epoch:2, validation:896/5000, loss:0.004831, accuracy:1.0000
epoch:2, training:3840/19906, average_loss:0.049610, accuracy:0.9766
epoch:2, validation:960/5000, loss:0.000779, accuracy:1.0000
epoch:2, training:4096/19906, average_loss:0.025121, accuracy:0.9883
epoch:2, validation:1024/5000, loss:0.087100, accuracy:0.9688
epoch:2, training:4352/19906, average_loss:0.023462, accuracy:0.9883
epoch:2, validation:1088/5000, loss:0.009936, accuracy:1.0000
epoch:2, training:4608/19906, average_loss:0.014287, accuracy:0.9961
epoch:2, validation:1152/5000, loss:0.000956, accuracy:1.0000
epoch:2, training:4864/19906, average_loss:0.016653, accuracy:0.9922
epoch:2, validation:1216/5000, loss:0.133278, accuracy:0.9844
epoch:2, training:5120/19906, average_loss:0.058195, accuracy:0.9805
epoch:2, validation:1280/5000, loss:0.003301, accuracy:1.0000
epoch:2, training:5376/19906, average_loss:0.008096, accuracy:1.0000
epoch:2, validation:1344/5000, loss:0.014836, accuracy:0.9844
epoch:2, training:5632/19906, average_loss:0.016690, accuracy:0.9961
epoch:2, validation:1408/5000, loss:0.008744, accuracy:1.0000
epoch:2, training:5888/19906, average_loss:0.031769, accuracy:0.9883
epoch:2, validation:1472/5000, loss:0.006800, accuracy:1.0000
epoch:2, training:6144/19906, average_loss:0.049741, accuracy:0.9766
epoch:2, validation:1536/5000, loss:0.002030, accuracy:1.0000
epoch:2, training:6400/19906, average_loss:0.048506, accuracy:0.9805
epoch:2, validation:1600/5000, loss:0.003055, accuracy:1.0000
epoch:2, training:6656/19906, average_loss:0.023811, accuracy:0.9883
epoch:2, validation:1664/5000, loss:0.036062, accuracy:0.9844
epoch:2, training:6912/19906, average_loss:0.017177, accuracy:0.9922
epoch:2, validation:1728/5000, loss:0.012052, accuracy:1.0000
epoch:2, training:7168/19906, average_loss:0.016235, accuracy:0.9961
epoch:2, validation:1792/5000, loss:0.049722, accuracy:0.9844
epoch:2, training:7424/19906, average_loss:0.035990, accuracy:0.9766
epoch:2, validation:1856/5000, loss:0.001256, accuracy:1.0000
epoch:2, training:7680/19906, average_loss:0.013676, accuracy:0.9961
epoch:2, validation:1920/5000, loss:0.000498, accuracy:1.0000
epoch:2, training:7936/19906, average_loss:0.024111, accuracy:0.9961
epoch:2, validation:1984/5000, loss:0.152993, accuracy:0.9688
epoch:2, training:8192/19906, average_loss:0.006104, accuracy:1.0000
epoch:2, validation:2048/5000, loss:0.017719, accuracy:0.9844
epoch:2, training:8448/19906, average_loss:0.022918, accuracy:0.9922
epoch:2, validation:2112/5000, loss:0.015391, accuracy:0.9844
epoch:2, training:8704/19906, average_loss:0.006031, accuracy:1.0000
epoch:2, validation:2176/5000, loss:0.007938, accuracy:1.0000
epoch:2, training:8960/19906, average_loss:0.019167, accuracy:0.9961
epoch:2, validation:2240/5000, loss:0.032441, accuracy:0.9844
epoch:2, training:9216/19906, average_loss:0.021482, accuracy:0.9844
epoch:2, validation:2304/5000, loss:0.036510, accuracy:0.9844
epoch:2, training:9472/19906, average_loss:0.026900, accuracy:0.9883
epoch:2, validation:2368/5000, loss:0.005568, accuracy:1.0000
epoch:2, training:9728/19906, average_loss:0.011071, accuracy:0.9922
epoch:2, validation:2432/5000, loss:0.000191, accuracy:1.0000
epoch:2, training:9984/19906, average_loss:0.065220, accuracy:0.9727
epoch:2, validation:2496/5000, loss:0.063646, accuracy:0.9688
epoch:2, training:10240/19906, average_loss:0.064789, accuracy:0.9883
epoch:2, validation:2560/5000, loss:0.001264, accuracy:1.0000
epoch:2, training:10496/19906, average_loss:0.008028, accuracy:1.0000
epoch:2, validation:2624/5000, loss:0.126041, accuracy:0.9688
epoch:2, training:10752/19906, average_loss:0.029956, accuracy:0.9883
epoch:2, validation:2688/5000, loss:0.007201, accuracy:1.0000
epoch:2, training:11008/19906, average_loss:0.018640, accuracy:0.9961
epoch:2, validation:2752/5000, loss:0.000281, accuracy:1.0000
epoch:2, training:11264/19906, average_loss:0.027149, accuracy:0.9883
epoch:2, validation:2816/5000, loss:0.003840, accuracy:1.0000
epoch:2, training:11520/19906, average_loss:0.011585, accuracy:0.9922
epoch:2, validation:2880/5000, loss:0.022251, accuracy:0.9844
epoch:2, training:11776/19906, average_loss:0.015996, accuracy:0.9961
epoch:2, validation:2944/5000, loss:0.001733, accuracy:1.0000
epoch:2, training:12032/19906, average_loss:0.049851, accuracy:0.9844
epoch:2, validation:3008/5000, loss:0.005550, accuracy:1.0000
epoch:2, training:12288/19906, average_loss:0.027625, accuracy:0.9844
epoch:2, validation:3072/5000, loss:0.015485, accuracy:0.9844
epoch:2, training:12544/19906, average_loss:0.036348, accuracy:0.9844
epoch:2, validation:3136/5000, loss:0.000337, accuracy:1.0000
epoch:2, training:12800/19906, average_loss:0.009635, accuracy:0.9961
epoch:2, validation:3200/5000, loss:0.001941, accuracy:1.0000
epoch:2, training:13056/19906, average_loss:0.023242, accuracy:0.9961
epoch:2, validation:3264/5000, loss:0.000522, accuracy:1.0000
epoch:2, training:13312/19906, average_loss:0.019794, accuracy:0.9922
epoch:2, validation:3328/5000, loss:0.016297, accuracy:0.9844
epoch:2, training:13568/19906, average_loss:0.007055, accuracy:0.9961
epoch:2, validation:3392/5000, loss:0.000686, accuracy:1.0000
epoch:2, training:13824/19906, average_loss:0.015649, accuracy:0.9922
epoch:2, validation:3456/5000, loss:0.002686, accuracy:1.0000
epoch:2, training:14080/19906, average_loss:0.034808, accuracy:0.9844
epoch:2, validation:3520/5000, loss:0.007491, accuracy:1.0000
epoch:2, training:14336/19906, average_loss:0.028059, accuracy:0.9922
epoch:2, validation:3584/5000, loss:0.000894, accuracy:1.0000
epoch:2, training:14592/19906, average_loss:0.022293, accuracy:0.9922
epoch:2, validation:3648/5000, loss:0.001594, accuracy:1.0000
epoch:2, training:14848/19906, average_loss:0.015158, accuracy:0.9922
epoch:2, validation:3712/5000, loss:0.004803, accuracy:1.0000
epoch:2, training:15104/19906, average_loss:0.021205, accuracy:0.9922
epoch:2, validation:3776/5000, loss:0.002839, accuracy:1.0000
epoch:2, training:15360/19906, average_loss:0.019743, accuracy:0.9961
epoch:2, validation:3840/5000, loss:0.001962, accuracy:1.0000
epoch:2, training:15616/19906, average_loss:0.016139, accuracy:0.9961
epoch:2, validation:3904/5000, loss:0.002085, accuracy:1.0000
epoch:2, training:15872/19906, average_loss:0.029635, accuracy:0.9883
epoch:2, validation:3968/5000, loss:0.044123, accuracy:0.9844
epoch:2, training:16128/19906, average_loss:0.031137, accuracy:0.9883
epoch:2, validation:4032/5000, loss:0.007249, accuracy:1.0000
epoch:2, training:16384/19906, average_loss:0.016223, accuracy:0.9922
epoch:2, validation:4096/5000, loss:0.064479, accuracy:0.9844
epoch:2, training:16640/19906, average_loss:0.020075, accuracy:0.9922
epoch:2, validation:4160/5000, loss:0.003011, accuracy:1.0000
epoch:2, training:16896/19906, average_loss:0.030538, accuracy:0.9883
epoch:2, validation:4224/5000, loss:0.001284, accuracy:1.0000
epoch:2, training:17152/19906, average_loss:0.017343, accuracy:0.9922
epoch:2, validation:4288/5000, loss:0.001983, accuracy:1.0000
epoch:2, training:17408/19906, average_loss:0.060159, accuracy:0.9805
epoch:2, validation:4352/5000, loss:0.000580, accuracy:1.0000
epoch:2, training:17664/19906, average_loss:0.012163, accuracy:0.9961
epoch:2, validation:4416/5000, loss:0.015328, accuracy:0.9844
epoch:2, training:17920/19906, average_loss:0.006853, accuracy:1.0000
epoch:2, validation:4480/5000, loss:0.004091, accuracy:1.0000
epoch:2, training:18176/19906, average_loss:0.014941, accuracy:0.9961
epoch:2, validation:4544/5000, loss:0.069898, accuracy:0.9688
epoch:2, training:18432/19906, average_loss:0.019375, accuracy:0.9883
epoch:2, validation:4608/5000, loss:0.012069, accuracy:0.9844
epoch:2, training:18688/19906, average_loss:0.056100, accuracy:0.9766
epoch:2, validation:4672/5000, loss:0.000950, accuracy:1.0000
epoch:2, training:18944/19906, average_loss:0.010762, accuracy:0.9961
epoch:2, validation:4736/5000, loss:0.001104, accuracy:1.0000
epoch:2, training:19200/19906, average_loss:0.011634, accuracy:0.9961
epoch:2, validation:4800/5000, loss:0.022084, accuracy:0.9844
epoch:2, training:19456/19906, average_loss:0.034161, accuracy:0.9883
epoch:2, validation:4864/5000, loss:0.004170, accuracy:1.0000
epoch:2, training:19712/19906, average_loss:0.038256, accuracy:0.9805
epoch:2, validation:4928/5000, loss:0.021776, accuracy:0.9844
epoch:2, training:19904/19906, loss:0.010083, accuracy:1.0000
epoch 2, average training loss:0.024727 ; training accuracy:0.9906
epoch 2, average validation loss:0.019588 ; validation accuracy:0.9933
epoch:3, training:256/19906, average_loss:0.032870, accuracy:0.9883
epoch:3, validation:64/5000, loss:0.008985, accuracy:1.0000
epoch:3, training:512/19906, average_loss:0.021664, accuracy:0.9883
epoch:3, validation:128/5000, loss:0.010037, accuracy:1.0000
epoch:3, training:768/19906, average_loss:0.019826, accuracy:0.9922
epoch:3, validation:192/5000, loss:0.001152, accuracy:1.0000
epoch:3, training:1024/19906, average_loss:0.006362, accuracy:0.9961
epoch:3, validation:256/5000, loss:0.061478, accuracy:0.9844
epoch:3, training:1280/19906, average_loss:0.017091, accuracy:0.9922
epoch:3, validation:320/5000, loss:0.026996, accuracy:0.9844
epoch:3, training:1536/19906, average_loss:0.022878, accuracy:0.9922
epoch:3, validation:384/5000, loss:0.018349, accuracy:0.9844
epoch:3, training:1792/19906, average_loss:0.037846, accuracy:0.9844
epoch:3, validation:448/5000, loss:0.002569, accuracy:1.0000
epoch:3, training:2048/19906, average_loss:0.013023, accuracy:0.9961
epoch:3, validation:512/5000, loss:0.000609, accuracy:1.0000
epoch:3, training:2304/19906, average_loss:0.003825, accuracy:1.0000
epoch:3, validation:576/5000, loss:0.000481, accuracy:1.0000
epoch:3, training:2560/19906, average_loss:0.025536, accuracy:0.9883
epoch:3, validation:640/5000, loss:0.017965, accuracy:0.9844
epoch:3, training:2816/19906, average_loss:0.027515, accuracy:0.9844
epoch:3, validation:704/5000, loss:0.000821, accuracy:1.0000
epoch:3, training:3072/19906, average_loss:0.020877, accuracy:0.9922
epoch:3, validation:768/5000, loss:0.003867, accuracy:1.0000
epoch:3, training:3328/19906, average_loss:0.024009, accuracy:0.9883
epoch:3, validation:832/5000, loss:0.068641, accuracy:0.9844
epoch:3, training:3584/19906, average_loss:0.003128, accuracy:1.0000
epoch:3, validation:896/5000, loss:0.011497, accuracy:1.0000
epoch:3, training:3840/19906, average_loss:0.021942, accuracy:0.9961
epoch:3, validation:960/5000, loss:0.082731, accuracy:0.9531
epoch:3, training:4096/19906, average_loss:0.008784, accuracy:1.0000
epoch:3, validation:1024/5000, loss:0.007367, accuracy:1.0000
epoch:3, training:4352/19906, average_loss:0.023089, accuracy:0.9922
epoch:3, validation:1088/5000, loss:0.000733, accuracy:1.0000
epoch:3, training:4608/19906, average_loss:0.011234, accuracy:0.9961
epoch:3, validation:1152/5000, loss:0.001425, accuracy:1.0000
epoch:3, training:4864/19906, average_loss:0.051198, accuracy:0.9727
epoch:3, validation:1216/5000, loss:0.028932, accuracy:0.9844
epoch:3, training:5120/19906, average_loss:0.035275, accuracy:0.9922
epoch:3, validation:1280/5000, loss:0.004662, accuracy:1.0000
epoch:3, training:5376/19906, average_loss:0.015667, accuracy:0.9961
epoch:3, validation:1344/5000, loss:0.001213, accuracy:1.0000
epoch:3, training:5632/19906, average_loss:0.020516, accuracy:0.9922
epoch:3, validation:1408/5000, loss:0.011415, accuracy:0.9844
epoch:3, training:5888/19906, average_loss:0.064809, accuracy:0.9688
epoch:3, validation:1472/5000, loss:0.028182, accuracy:0.9844
epoch:3, training:6144/19906, average_loss:0.024536, accuracy:0.9883
epoch:3, validation:1536/5000, loss:0.002254, accuracy:1.0000
epoch:3, training:6400/19906, average_loss:0.032128, accuracy:0.9766
epoch:3, validation:1600/5000, loss:0.005987, accuracy:1.0000
epoch:3, training:6656/19906, average_loss:0.033675, accuracy:0.9844
epoch:3, validation:1664/5000, loss:0.002180, accuracy:1.0000
epoch:3, training:6912/19906, average_loss:0.011425, accuracy:0.9961
epoch:3, validation:1728/5000, loss:0.006466, accuracy:1.0000
epoch:3, training:7168/19906, average_loss:0.019101, accuracy:0.9844
epoch:3, validation:1792/5000, loss:0.006028, accuracy:1.0000
epoch:3, training:7424/19906, average_loss:0.008441, accuracy:0.9961
epoch:3, validation:1856/5000, loss:0.000573, accuracy:1.0000
epoch:3, training:7680/19906, average_loss:0.039647, accuracy:0.9844
epoch:3, validation:1920/5000, loss:0.002968, accuracy:1.0000
epoch:3, training:7936/19906, average_loss:0.013482, accuracy:0.9922
epoch:3, validation:1984/5000, loss:0.005560, accuracy:1.0000
epoch:3, training:8192/19906, average_loss:0.044374, accuracy:0.9922
epoch:3, validation:2048/5000, loss:0.002702, accuracy:1.0000
epoch:3, training:8448/19906, average_loss:0.022026, accuracy:0.9883
epoch:3, validation:2112/5000, loss:0.035365, accuracy:0.9688
epoch:3, training:8704/19906, average_loss:0.018871, accuracy:0.9922
epoch:3, validation:2176/5000, loss:0.182107, accuracy:0.9688
epoch:3, training:8960/19906, average_loss:0.006667, accuracy:1.0000
epoch:3, validation:2240/5000, loss:0.052365, accuracy:0.9844
epoch:3, training:9216/19906, average_loss:0.023849, accuracy:0.9883
epoch:3, validation:2304/5000, loss:0.005010, accuracy:1.0000
epoch:3, training:9472/19906, average_loss:0.030075, accuracy:0.9844
epoch:3, validation:2368/5000, loss:0.056289, accuracy:0.9844
epoch:3, training:9728/19906, average_loss:0.015500, accuracy:0.9961
epoch:3, validation:2432/5000, loss:0.000496, accuracy:1.0000
epoch:3, training:9984/19906, average_loss:0.042650, accuracy:0.9883
epoch:3, validation:2496/5000, loss:0.003501, accuracy:1.0000
epoch:3, training:10240/19906, average_loss:0.023914, accuracy:0.9922
epoch:3, validation:2560/5000, loss:0.000541, accuracy:1.0000
epoch:3, training:10496/19906, average_loss:0.004209, accuracy:1.0000
epoch:3, validation:2624/5000, loss:0.002269, accuracy:1.0000
epoch:3, training:10752/19906, average_loss:0.013441, accuracy:0.9961
epoch:3, validation:2688/5000, loss:0.059577, accuracy:0.9844
epoch:3, training:11008/19906, average_loss:0.008493, accuracy:0.9961
epoch:3, validation:2752/5000, loss:0.000790, accuracy:1.0000
epoch:3, training:11264/19906, average_loss:0.023324, accuracy:0.9922
epoch:3, validation:2816/5000, loss:0.000661, accuracy:1.0000
epoch:3, training:11520/19906, average_loss:0.017499, accuracy:0.9961
epoch:3, validation:2880/5000, loss:0.000451, accuracy:1.0000
epoch:3, training:11776/19906, average_loss:0.014259, accuracy:0.9961
epoch:3, validation:2944/5000, loss:0.034097, accuracy:0.9844
epoch:3, training:12032/19906, average_loss:0.004114, accuracy:1.0000
epoch:3, validation:3008/5000, loss:0.003238, accuracy:1.0000
epoch:3, training:12288/19906, average_loss:0.013052, accuracy:0.9961
epoch:3, validation:3072/5000, loss:0.000652, accuracy:1.0000
epoch:3, training:12544/19906, average_loss:0.006289, accuracy:0.9961
epoch:3, validation:3136/5000, loss:0.002121, accuracy:1.0000
epoch:3, training:12800/19906, average_loss:0.007764, accuracy:0.9961
epoch:3, validation:3200/5000, loss:0.033604, accuracy:0.9844
epoch:3, training:13056/19906, average_loss:0.010435, accuracy:0.9922
epoch:3, validation:3264/5000, loss:0.040126, accuracy:0.9844
epoch:3, training:13312/19906, average_loss:0.006426, accuracy:0.9961
epoch:3, validation:3328/5000, loss:0.000445, accuracy:1.0000
epoch:3, training:13568/19906, average_loss:0.009646, accuracy:0.9961
epoch:3, validation:3392/5000, loss:0.142125, accuracy:0.9688
epoch:3, training:13824/19906, average_loss:0.036602, accuracy:0.9844
epoch:3, validation:3456/5000, loss:0.000354, accuracy:1.0000
epoch:3, training:14080/19906, average_loss:0.041951, accuracy:0.9883
epoch:3, validation:3520/5000, loss:0.026777, accuracy:0.9844
epoch:3, training:14336/19906, average_loss:0.010705, accuracy:0.9961
epoch:3, validation:3584/5000, loss:0.000090, accuracy:1.0000
epoch:3, training:14592/19906, average_loss:0.006035, accuracy:1.0000
epoch:3, validation:3648/5000, loss:0.034455, accuracy:0.9844
epoch:3, training:14848/19906, average_loss:0.006750, accuracy:1.0000
epoch:3, validation:3712/5000, loss:0.001315, accuracy:1.0000
epoch:3, training:15104/19906, average_loss:0.030761, accuracy:0.9883
epoch:3, validation:3776/5000, loss:0.059099, accuracy:0.9844
epoch:3, training:15360/19906, average_loss:0.027352, accuracy:0.9922
epoch:3, validation:3840/5000, loss:0.000212, accuracy:1.0000
epoch:3, training:15616/19906, average_loss:0.015821, accuracy:0.9961
epoch:3, validation:3904/5000, loss:0.021069, accuracy:0.9844
epoch:3, training:15872/19906, average_loss:0.010942, accuracy:0.9961
epoch:3, validation:3968/5000, loss:0.016222, accuracy:0.9844
epoch:3, training:16128/19906, average_loss:0.023879, accuracy:0.9961
epoch:3, validation:4032/5000, loss:0.000415, accuracy:1.0000
epoch:3, training:16384/19906, average_loss:0.021492, accuracy:0.9883
epoch:3, validation:4096/5000, loss:0.042857, accuracy:0.9844
epoch:3, training:16640/19906, average_loss:0.012960, accuracy:0.9922
epoch:3, validation:4160/5000, loss:0.169506, accuracy:0.9688
epoch:3, training:16896/19906, average_loss:0.048432, accuracy:0.9883
epoch:3, validation:4224/5000, loss:0.001413, accuracy:1.0000
epoch:3, training:17152/19906, average_loss:0.003248, accuracy:1.0000
epoch:3, validation:4288/5000, loss:0.000480, accuracy:1.0000
epoch:3, training:17408/19906, average_loss:0.017040, accuracy:0.9961
epoch:3, validation:4352/5000, loss:0.000436, accuracy:1.0000
epoch:3, training:17664/19906, average_loss:0.007986, accuracy:0.9961
epoch:3, validation:4416/5000, loss:0.005112, accuracy:1.0000
epoch:3, training:17920/19906, average_loss:0.010628, accuracy:0.9961
epoch:3, validation:4480/5000, loss:0.012341, accuracy:1.0000
epoch:3, training:18176/19906, average_loss:0.024289, accuracy:0.9883
epoch:3, validation:4544/5000, loss:0.000930, accuracy:1.0000
epoch:3, training:18432/19906, average_loss:0.006141, accuracy:0.9961
epoch:3, validation:4608/5000, loss:0.029040, accuracy:0.9844
epoch:3, training:18688/19906, average_loss:0.012199, accuracy:0.9922
epoch:3, validation:4672/5000, loss:0.006785, accuracy:1.0000
epoch:3, training:18944/19906, average_loss:0.007613, accuracy:1.0000
epoch:3, validation:4736/5000, loss:0.034779, accuracy:0.9844
epoch:3, training:19200/19906, average_loss:0.004366, accuracy:1.0000
epoch:3, validation:4800/5000, loss:0.008594, accuracy:1.0000
epoch:3, training:19456/19906, average_loss:0.017898, accuracy:0.9883
epoch:3, validation:4864/5000, loss:0.000124, accuracy:1.0000
epoch:3, training:19712/19906, average_loss:0.008475, accuracy:0.9961
epoch:3, validation:4928/5000, loss:0.100634, accuracy:0.9844
epoch:3, training:19904/19906, loss:0.026808, accuracy:0.9844
epoch 3, average training loss:0.019375 ; training accuracy:0.9924
epoch 3, average validation loss:0.021606 ; validation accuracy:0.9931
epoch:4, training:256/19906, average_loss:0.007754, accuracy:0.9961
epoch:4, validation:64/5000, loss:0.040814, accuracy:0.9844
epoch:4, training:512/19906, average_loss:0.002094, accuracy:1.0000
epoch:4, validation:128/5000, loss:0.000330, accuracy:1.0000
epoch:4, training:768/19906, average_loss:0.020638, accuracy:0.9922
epoch:4, validation:192/5000, loss:0.003902, accuracy:1.0000
epoch:4, training:1024/19906, average_loss:0.004443, accuracy:1.0000
epoch:4, validation:256/5000, loss:0.000168, accuracy:1.0000
epoch:4, training:1280/19906, average_loss:0.008058, accuracy:0.9961
epoch:4, validation:320/5000, loss:0.001773, accuracy:1.0000
epoch:4, training:1536/19906, average_loss:0.004872, accuracy:0.9961
epoch:4, validation:384/5000, loss:0.286203, accuracy:0.9688
epoch:4, training:1792/19906, average_loss:0.016861, accuracy:0.9922
epoch:4, validation:448/5000, loss:0.000148, accuracy:1.0000
epoch:4, training:2048/19906, average_loss:0.015353, accuracy:0.9922
epoch:4, validation:512/5000, loss:0.000655, accuracy:1.0000
epoch:4, training:2304/19906, average_loss:0.003345, accuracy:1.0000
epoch:4, validation:576/5000, loss:0.045982, accuracy:0.9688
epoch:4, training:2560/19906, average_loss:0.016633, accuracy:0.9922
epoch:4, validation:640/5000, loss:0.000164, accuracy:1.0000
epoch:4, training:2816/19906, average_loss:0.028707, accuracy:0.9844
epoch:4, validation:704/5000, loss:0.023199, accuracy:0.9844
epoch:4, training:3072/19906, average_loss:0.007815, accuracy:0.9961
epoch:4, validation:768/5000, loss:0.000826, accuracy:1.0000
epoch:4, training:3328/19906, average_loss:0.017479, accuracy:0.9922
epoch:4, validation:832/5000, loss:0.005161, accuracy:1.0000
epoch:4, training:3584/19906, average_loss:0.021639, accuracy:0.9922
epoch:4, validation:896/5000, loss:0.000649, accuracy:1.0000
epoch:4, training:3840/19906, average_loss:0.004078, accuracy:1.0000
epoch:4, validation:960/5000, loss:0.046923, accuracy:0.9844
epoch:4, training:4096/19906, average_loss:0.003967, accuracy:1.0000
epoch:4, validation:1024/5000, loss:0.000328, accuracy:1.0000
epoch:4, training:4352/19906, average_loss:0.004257, accuracy:0.9961
epoch:4, validation:1088/5000, loss:0.000555, accuracy:1.0000
epoch:4, training:4608/19906, average_loss:0.015607, accuracy:0.9922
epoch:4, validation:1152/5000, loss:0.001086, accuracy:1.0000
epoch:4, training:4864/19906, average_loss:0.006367, accuracy:0.9961
epoch:4, validation:1216/5000, loss:0.124464, accuracy:0.9531
epoch:4, training:5120/19906, average_loss:0.034365, accuracy:0.9805
epoch:4, validation:1280/5000, loss:0.000775, accuracy:1.0000
epoch:4, training:5376/19906, average_loss:0.017388, accuracy:0.9922
epoch:4, validation:1344/5000, loss:0.000057, accuracy:1.0000
epoch:4, training:5632/19906, average_loss:0.006219, accuracy:0.9961
epoch:4, validation:1408/5000, loss:0.049622, accuracy:0.9844
epoch:4, training:5888/19906, average_loss:0.014079, accuracy:0.9922
epoch:4, validation:1472/5000, loss:0.000395, accuracy:1.0000
epoch:4, training:6144/19906, average_loss:0.020442, accuracy:0.9922
epoch:4, validation:1536/5000, loss:0.000194, accuracy:1.0000
epoch:4, training:6400/19906, average_loss:0.024268, accuracy:0.9844
epoch:4, validation:1600/5000, loss:0.060044, accuracy:0.9844
epoch:4, training:6656/19906, average_loss:0.018031, accuracy:0.9922
epoch:4, validation:1664/5000, loss:0.000366, accuracy:1.0000
epoch:4, training:6912/19906, average_loss:0.025781, accuracy:0.9844
epoch:4, validation:1728/5000, loss:0.002613, accuracy:1.0000
epoch:4, training:7168/19906, average_loss:0.000972, accuracy:1.0000
epoch:4, validation:1792/5000, loss:0.032814, accuracy:0.9844
epoch:4, training:7424/19906, average_loss:0.009302, accuracy:0.9961
epoch:4, validation:1856/5000, loss:0.019737, accuracy:0.9844
epoch:4, training:7680/19906, average_loss:0.042176, accuracy:0.9883
epoch:4, validation:1920/5000, loss:0.076092, accuracy:0.9688
epoch:4, training:7936/19906, average_loss:0.006285, accuracy:0.9961
epoch:4, validation:1984/5000, loss:0.000519, accuracy:1.0000
epoch:4, training:8192/19906, average_loss:0.029754, accuracy:0.9844
epoch:4, validation:2048/5000, loss:0.000567, accuracy:1.0000
epoch:4, training:8448/19906, average_loss:0.044955, accuracy:0.9805
epoch:4, validation:2112/5000, loss:0.015658, accuracy:0.9844
epoch:4, training:8704/19906, average_loss:0.007362, accuracy:1.0000
epoch:4, validation:2176/5000, loss:0.004161, accuracy:1.0000
epoch:4, training:8960/19906, average_loss:0.008825, accuracy:0.9961
epoch:4, validation:2240/5000, loss:0.000174, accuracy:1.0000
epoch:4, training:9216/19906, average_loss:0.015186, accuracy:0.9961
epoch:4, validation:2304/5000, loss:0.009459, accuracy:1.0000
epoch:4, training:9472/19906, average_loss:0.024168, accuracy:0.9883
epoch:4, validation:2368/5000, loss:0.024611, accuracy:0.9844
epoch:4, training:9728/19906, average_loss:0.014386, accuracy:0.9961
epoch:4, validation:2432/5000, loss:0.020597, accuracy:0.9844
epoch:4, training:9984/19906, average_loss:0.005668, accuracy:1.0000
epoch:4, validation:2496/5000, loss:0.030388, accuracy:0.9844
epoch:4, training:10240/19906, average_loss:0.034799, accuracy:0.9883
epoch:4, validation:2560/5000, loss:0.041881, accuracy:0.9844
epoch:4, training:10496/19906, average_loss:0.023003, accuracy:0.9922
epoch:4, validation:2624/5000, loss:0.001202, accuracy:1.0000
epoch:4, training:10752/19906, average_loss:0.015461, accuracy:0.9922
epoch:4, validation:2688/5000, loss:0.001035, accuracy:1.0000
epoch:4, training:11008/19906, average_loss:0.014692, accuracy:0.9961
epoch:4, validation:2752/5000, loss:0.065113, accuracy:0.9844
epoch:4, training:11264/19906, average_loss:0.008271, accuracy:0.9961
epoch:4, validation:2816/5000, loss:0.001533, accuracy:1.0000
epoch:4, training:11520/19906, average_loss:0.021511, accuracy:0.9883
epoch:4, validation:2880/5000, loss:0.001719, accuracy:1.0000
epoch:4, training:11776/19906, average_loss:0.015681, accuracy:0.9961
epoch:4, validation:2944/5000, loss:0.000456, accuracy:1.0000
epoch:4, training:12032/19906, average_loss:0.009554, accuracy:1.0000
epoch:4, validation:3008/5000, loss:0.000348, accuracy:1.0000
epoch:4, training:12288/19906, average_loss:0.001659, accuracy:1.0000
epoch:4, validation:3072/5000, loss:0.095145, accuracy:0.9844
epoch:4, training:12544/19906, average_loss:0.009920, accuracy:1.0000
epoch:4, validation:3136/5000, loss:0.043864, accuracy:0.9844
epoch:4, training:12800/19906, average_loss:0.016946, accuracy:0.9961
epoch:4, validation:3200/5000, loss:0.005675, accuracy:1.0000
epoch:4, training:13056/19906, average_loss:0.006214, accuracy:0.9961
epoch:4, validation:3264/5000, loss:0.067065, accuracy:0.9688
epoch:4, training:13312/19906, average_loss:0.010247, accuracy:0.9961
epoch:4, validation:3328/5000, loss:0.000766, accuracy:1.0000
epoch:4, training:13568/19906, average_loss:0.004422, accuracy:0.9961
epoch:4, validation:3392/5000, loss:0.029742, accuracy:0.9844
epoch:4, training:13824/19906, average_loss:0.040108, accuracy:0.9883
epoch:4, validation:3456/5000, loss:0.017174, accuracy:0.9844
epoch:4, training:14080/19906, average_loss:0.006944, accuracy:0.9961
epoch:4, validation:3520/5000, loss:0.098046, accuracy:0.9844
epoch:4, training:14336/19906, average_loss:0.071435, accuracy:0.9766
epoch:4, validation:3584/5000, loss:0.000429, accuracy:1.0000
epoch:4, training:14592/19906, average_loss:0.002828, accuracy:1.0000
epoch:4, validation:3648/5000, loss:0.007260, accuracy:1.0000
epoch:4, training:14848/19906, average_loss:0.027152, accuracy:0.9883
epoch:4, validation:3712/5000, loss:0.010883, accuracy:1.0000
epoch:4, training:15104/19906, average_loss:0.013202, accuracy:0.9961
epoch:4, validation:3776/5000, loss:0.002655, accuracy:1.0000
epoch:4, training:15360/19906, average_loss:0.006901, accuracy:0.9961
epoch:4, validation:3840/5000, loss:0.005824, accuracy:1.0000
epoch:4, training:15616/19906, average_loss:0.006991, accuracy:0.9961
epoch:4, validation:3904/5000, loss:0.001470, accuracy:1.0000
epoch:4, training:15872/19906, average_loss:0.014980, accuracy:0.9922
epoch:4, validation:3968/5000, loss:0.002568, accuracy:1.0000
epoch:4, training:16128/19906, average_loss:0.006864, accuracy:1.0000
epoch:4, validation:4032/5000, loss:0.000499, accuracy:1.0000
epoch:4, training:16384/19906, average_loss:0.008948, accuracy:0.9961
epoch:4, validation:4096/5000, loss:0.000094, accuracy:1.0000
epoch:4, training:16640/19906, average_loss:0.034609, accuracy:0.9961
epoch:4, validation:4160/5000, loss:0.017449, accuracy:0.9844
epoch:4, training:16896/19906, average_loss:0.024395, accuracy:0.9883
epoch:4, validation:4224/5000, loss:0.004809, accuracy:1.0000
epoch:4, training:17152/19906, average_loss:0.008076, accuracy:0.9961
epoch:4, validation:4288/5000, loss:0.000190, accuracy:1.0000
epoch:4, training:17408/19906, average_loss:0.027434, accuracy:0.9961
epoch:4, validation:4352/5000, loss:0.000540, accuracy:1.0000
epoch:4, training:17664/19906, average_loss:0.037773, accuracy:0.9883
epoch:4, validation:4416/5000, loss:0.003532, accuracy:1.0000
epoch:4, training:17920/19906, average_loss:0.010929, accuracy:0.9922
epoch:4, validation:4480/5000, loss:0.002187, accuracy:1.0000
epoch:4, training:18176/19906, average_loss:0.011303, accuracy:0.9961
epoch:4, validation:4544/5000, loss:0.000187, accuracy:1.0000
epoch:4, training:18432/19906, average_loss:0.002338, accuracy:1.0000
epoch:4, validation:4608/5000, loss:0.000090, accuracy:1.0000
epoch:4, training:18688/19906, average_loss:0.011657, accuracy:0.9922
epoch:4, validation:4672/5000, loss:0.001779, accuracy:1.0000
epoch:4, training:18944/19906, average_loss:0.010522, accuracy:0.9961
epoch:4, validation:4736/5000, loss:0.001415, accuracy:1.0000
epoch:4, training:19200/19906, average_loss:0.045700, accuracy:0.9844
epoch:4, validation:4800/5000, loss:0.000357, accuracy:1.0000
epoch:4, training:19456/19906, average_loss:0.006079, accuracy:0.9961
epoch:4, validation:4864/5000, loss:0.056835, accuracy:0.9844
epoch:4, training:19712/19906, average_loss:0.007081, accuracy:0.9961
epoch:4, validation:4928/5000, loss:0.002267, accuracy:1.0000
epoch:4, training:19904/19906, loss:0.080698, accuracy:0.9844
epoch 4, average training loss:0.015795 ; training accuracy:0.9938
epoch 4, average validation loss:0.019821 ; validation accuracy:0.9937
epoch:5, training:256/19906, average_loss:0.013674, accuracy:0.9961
epoch:5, validation:64/5000, loss:0.045811, accuracy:0.9844
epoch:5, training:512/19906, average_loss:0.004136, accuracy:1.0000
epoch:5, validation:128/5000, loss:0.011270, accuracy:0.9844
epoch:5, training:768/19906, average_loss:0.008997, accuracy:0.9961
epoch:5, validation:192/5000, loss:0.000700, accuracy:1.0000
epoch:5, training:1024/19906, average_loss:0.029290, accuracy:0.9922
epoch:5, validation:256/5000, loss:0.002409, accuracy:1.0000
epoch:5, training:1280/19906, average_loss:0.005601, accuracy:1.0000
epoch:5, validation:320/5000, loss:0.004033, accuracy:1.0000
epoch:5, training:1536/19906, average_loss:0.011223, accuracy:0.9961
epoch:5, validation:384/5000, loss:0.000353, accuracy:1.0000
epoch:5, training:1792/19906, average_loss:0.002085, accuracy:1.0000
epoch:5, validation:448/5000, loss:0.005157, accuracy:1.0000
epoch:5, training:2048/19906, average_loss:0.004512, accuracy:1.0000
epoch:5, validation:512/5000, loss:0.000045, accuracy:1.0000
epoch:5, training:2304/19906, average_loss:0.001562, accuracy:1.0000
epoch:5, validation:576/5000, loss:0.006352, accuracy:1.0000
epoch:5, training:2560/19906, average_loss:0.004147, accuracy:0.9961
epoch:5, validation:640/5000, loss:0.144121, accuracy:0.9844
epoch:5, training:2816/19906, average_loss:0.018868, accuracy:0.9922
epoch:5, validation:704/5000, loss:0.000484, accuracy:1.0000
epoch:5, training:3072/19906, average_loss:0.013698, accuracy:0.9961
epoch:5, validation:768/5000, loss:0.000085, accuracy:1.0000
epoch:5, training:3328/19906, average_loss:0.009017, accuracy:0.9961
epoch:5, validation:832/5000, loss:0.020203, accuracy:0.9844
epoch:5, training:3584/19906, average_loss:0.019410, accuracy:0.9922
epoch:5, validation:896/5000, loss:0.000184, accuracy:1.0000
epoch:5, training:3840/19906, average_loss:0.001971, accuracy:1.0000
epoch:5, validation:960/5000, loss:0.001558, accuracy:1.0000
epoch:5, training:4096/19906, average_loss:0.008643, accuracy:0.9922
epoch:5, validation:1024/5000, loss:0.001851, accuracy:1.0000
epoch:5, training:4352/19906, average_loss:0.012033, accuracy:0.9961
epoch:5, validation:1088/5000, loss:0.000487, accuracy:1.0000
epoch:5, training:4608/19906, average_loss:0.007173, accuracy:0.9961
epoch:5, validation:1152/5000, loss:0.000147, accuracy:1.0000
epoch:5, training:4864/19906, average_loss:0.004910, accuracy:1.0000
epoch:5, validation:1216/5000, loss:0.001286, accuracy:1.0000
epoch:5, training:5120/19906, average_loss:0.009564, accuracy:0.9961
epoch:5, validation:1280/5000, loss:0.007457, accuracy:1.0000
epoch:5, training:5376/19906, average_loss:0.002418, accuracy:1.0000
epoch:5, validation:1344/5000, loss:0.000230, accuracy:1.0000
epoch:5, training:5632/19906, average_loss:0.021149, accuracy:0.9883
epoch:5, validation:1408/5000, loss:0.000608, accuracy:1.0000
epoch:5, training:5888/19906, average_loss:0.002366, accuracy:1.0000
epoch:5, validation:1472/5000, loss:0.001317, accuracy:1.0000
epoch:5, training:6144/19906, average_loss:0.009629, accuracy:0.9961
epoch:5, validation:1536/5000, loss:0.023578, accuracy:0.9844
epoch:5, training:6400/19906, average_loss:0.050521, accuracy:0.9805
epoch:5, validation:1600/5000, loss:0.052051, accuracy:0.9844
epoch:5, training:6656/19906, average_loss:0.035231, accuracy:0.9805
epoch:5, validation:1664/5000, loss:0.000920, accuracy:1.0000
epoch:5, training:6912/19906, average_loss:0.021586, accuracy:0.9922
epoch:5, validation:1728/5000, loss:0.052670, accuracy:0.9844
epoch:5, training:7168/19906, average_loss:0.027837, accuracy:0.9844
epoch:5, validation:1792/5000, loss:0.057355, accuracy:0.9844
epoch:5, training:7424/19906, average_loss:0.017736, accuracy:0.9844
epoch:5, validation:1856/5000, loss:0.000159, accuracy:1.0000
epoch:5, training:7680/19906, average_loss:0.002667, accuracy:1.0000
epoch:5, validation:1920/5000, loss:0.000344, accuracy:1.0000
epoch:5, training:7936/19906, average_loss:0.009928, accuracy:0.9961
epoch:5, validation:1984/5000, loss:0.001753, accuracy:1.0000
epoch:5, training:8192/19906, average_loss:0.013486, accuracy:0.9961
epoch:5, validation:2048/5000, loss:0.000809, accuracy:1.0000
epoch:5, training:8448/19906, average_loss:0.009695, accuracy:0.9922
epoch:5, validation:2112/5000, loss:0.053921, accuracy:0.9688
epoch:5, training:8704/19906, average_loss:0.012253, accuracy:0.9961
epoch:5, validation:2176/5000, loss:0.009434, accuracy:1.0000
epoch:5, training:8960/19906, average_loss:0.016521, accuracy:0.9922
epoch:5, validation:2240/5000, loss:0.050054, accuracy:0.9844
epoch:5, training:9216/19906, average_loss:0.003836, accuracy:1.0000
epoch:5, validation:2304/5000, loss:0.002503, accuracy:1.0000
epoch:5, training:9472/19906, average_loss:0.004876, accuracy:1.0000
epoch:5, validation:2368/5000, loss:0.022046, accuracy:0.9844
epoch:5, training:9728/19906, average_loss:0.006957, accuracy:1.0000
epoch:5, validation:2432/5000, loss:0.001242, accuracy:1.0000
epoch:5, training:9984/19906, average_loss:0.006488, accuracy:1.0000
epoch:5, validation:2496/5000, loss:0.000453, accuracy:1.0000
epoch:5, training:10240/19906, average_loss:0.004064, accuracy:1.0000
epoch:5, validation:2560/5000, loss:0.080213, accuracy:0.9844
epoch:5, training:10496/19906, average_loss:0.008918, accuracy:0.9961
epoch:5, validation:2624/5000, loss:0.038996, accuracy:0.9844
epoch:5, training:10752/19906, average_loss:0.011945, accuracy:0.9961
epoch:5, validation:2688/5000, loss:0.001069, accuracy:1.0000
epoch:5, training:11008/19906, average_loss:0.012594, accuracy:0.9961
epoch:5, validation:2752/5000, loss:0.001415, accuracy:1.0000
epoch:5, training:11264/19906, average_loss:0.014078, accuracy:0.9922
epoch:5, validation:2816/5000, loss:0.015513, accuracy:1.0000
epoch:5, training:11520/19906, average_loss:0.014534, accuracy:0.9961
epoch:5, validation:2880/5000, loss:0.000686, accuracy:1.0000
epoch:5, training:11776/19906, average_loss:0.009871, accuracy:0.9961
epoch:5, validation:2944/5000, loss:0.003685, accuracy:1.0000
epoch:5, training:12032/19906, average_loss:0.012628, accuracy:0.9922
epoch:5, validation:3008/5000, loss:0.075270, accuracy:0.9688
epoch:5, training:12288/19906, average_loss:0.008374, accuracy:0.9961
epoch:5, validation:3072/5000, loss:0.003426, accuracy:1.0000
epoch:5, training:12544/19906, average_loss:0.009711, accuracy:0.9922
epoch:5, validation:3136/5000, loss:0.007286, accuracy:1.0000
epoch:5, training:12800/19906, average_loss:0.004379, accuracy:1.0000
epoch:5, validation:3200/5000, loss:0.003024, accuracy:1.0000
epoch:5, training:13056/19906, average_loss:0.026152, accuracy:0.9844
epoch:5, validation:3264/5000, loss:0.042623, accuracy:0.9844
epoch:5, training:13312/19906, average_loss:0.004755, accuracy:0.9961
epoch:5, validation:3328/5000, loss:0.000383, accuracy:1.0000
epoch:5, training:13568/19906, average_loss:0.024716, accuracy:0.9922
epoch:5, validation:3392/5000, loss:0.001107, accuracy:1.0000
epoch:5, training:13824/19906, average_loss:0.005943, accuracy:0.9961
epoch:5, validation:3456/5000, loss:0.000887, accuracy:1.0000
epoch:5, training:14080/19906, average_loss:0.020014, accuracy:0.9961
epoch:5, validation:3520/5000, loss:0.000091, accuracy:1.0000
epoch:5, training:14336/19906, average_loss:0.018327, accuracy:0.9922
epoch:5, validation:3584/5000, loss:0.000018, accuracy:1.0000
epoch:5, training:14592/19906, average_loss:0.024668, accuracy:0.9961
epoch:5, validation:3648/5000, loss:0.092957, accuracy:0.9688
epoch:5, training:14848/19906, average_loss:0.004384, accuracy:1.0000
epoch:5, validation:3712/5000, loss:0.002224, accuracy:1.0000
epoch:5, training:15104/19906, average_loss:0.017429, accuracy:0.9883
epoch:5, validation:3776/5000, loss:0.026108, accuracy:0.9844
epoch:5, training:15360/19906, average_loss:0.020746, accuracy:0.9922
epoch:5, validation:3840/5000, loss:0.011061, accuracy:0.9844
epoch:5, training:15616/19906, average_loss:0.017468, accuracy:0.9922
epoch:5, validation:3904/5000, loss:0.044149, accuracy:0.9844
epoch:5, training:15872/19906, average_loss:0.022455, accuracy:0.9922
epoch:5, validation:3968/5000, loss:0.001940, accuracy:1.0000
epoch:5, training:16128/19906, average_loss:0.004524, accuracy:1.0000
epoch:5, validation:4032/5000, loss:0.049525, accuracy:0.9688
epoch:5, training:16384/19906, average_loss:0.016323, accuracy:0.9961
epoch:5, validation:4096/5000, loss:0.000095, accuracy:1.0000
epoch:5, training:16640/19906, average_loss:0.009873, accuracy:0.9961
epoch:5, validation:4160/5000, loss:0.000402, accuracy:1.0000
epoch:5, training:16896/19906, average_loss:0.008547, accuracy:0.9961
epoch:5, validation:4224/5000, loss:0.093978, accuracy:0.9688
epoch:5, training:17152/19906, average_loss:0.037947, accuracy:0.9922
epoch:5, validation:4288/5000, loss:0.002495, accuracy:1.0000
epoch:5, training:17408/19906, average_loss:0.017979, accuracy:0.9961
epoch:5, validation:4352/5000, loss:0.021485, accuracy:0.9844
epoch:5, training:17664/19906, average_loss:0.009288, accuracy:1.0000
epoch:5, validation:4416/5000, loss:0.003662, accuracy:1.0000
epoch:5, training:17920/19906, average_loss:0.014969, accuracy:0.9961
epoch:5, validation:4480/5000, loss:0.015339, accuracy:0.9844
epoch:5, training:18176/19906, average_loss:0.001343, accuracy:1.0000
epoch:5, validation:4544/5000, loss:0.023412, accuracy:0.9844
epoch:5, training:18432/19906, average_loss:0.003789, accuracy:1.0000
epoch:5, validation:4608/5000, loss:0.047362, accuracy:0.9844
epoch:5, training:18688/19906, average_loss:0.011439, accuracy:1.0000
epoch:5, validation:4672/5000, loss:0.160983, accuracy:0.9844
epoch:5, training:18944/19906, average_loss:0.021411, accuracy:0.9883
epoch:5, validation:4736/5000, loss:0.004237, accuracy:1.0000
epoch:5, training:19200/19906, average_loss:0.003174, accuracy:1.0000
epoch:5, validation:4800/5000, loss:0.000156, accuracy:1.0000
epoch:5, training:19456/19906, average_loss:0.031213, accuracy:0.9844
epoch:5, validation:4864/5000, loss:0.001125, accuracy:1.0000
epoch:5, training:19712/19906, average_loss:0.009150, accuracy:0.9922
epoch:5, validation:4928/5000, loss:0.000328, accuracy:1.0000
epoch:5, training:19904/19906, loss:0.001341, accuracy:1.0000
epoch 5, average training loss:0.012790 ; training accuracy:0.9951
epoch 5, average validation loss:0.019015 ; validation accuracy:0.9937
epoch:6, training:256/19906, average_loss:0.012095, accuracy:0.9922
epoch:6, validation:64/5000, loss:0.002997, accuracy:1.0000
epoch:6, training:512/19906, average_loss:0.024501, accuracy:0.9922
epoch:6, validation:128/5000, loss:0.006796, accuracy:1.0000
epoch:6, training:768/19906, average_loss:0.006513, accuracy:1.0000
epoch:6, validation:192/5000, loss:0.000199, accuracy:1.0000
epoch:6, training:1024/19906, average_loss:0.012493, accuracy:0.9961
epoch:6, validation:256/5000, loss:0.084177, accuracy:0.9844
epoch:6, training:1280/19906, average_loss:0.015733, accuracy:0.9961
epoch:6, validation:320/5000, loss:0.001942, accuracy:1.0000
epoch:6, training:1536/19906, average_loss:0.009158, accuracy:0.9961
epoch:6, validation:384/5000, loss:0.020903, accuracy:0.9844
epoch:6, training:1792/19906, average_loss:0.006809, accuracy:0.9961
epoch:6, validation:448/5000, loss:0.001132, accuracy:1.0000
epoch:6, training:2048/19906, average_loss:0.002315, accuracy:1.0000
epoch:6, validation:512/5000, loss:0.000050, accuracy:1.0000
epoch:6, training:2304/19906, average_loss:0.002262, accuracy:1.0000
epoch:6, validation:576/5000, loss:0.000379, accuracy:1.0000
epoch:6, training:2560/19906, average_loss:0.014566, accuracy:0.9922
epoch:6, validation:640/5000, loss:0.028177, accuracy:0.9844
epoch:6, training:2816/19906, average_loss:0.003266, accuracy:1.0000
epoch:6, validation:704/5000, loss:0.002318, accuracy:1.0000
epoch:6, training:3072/19906, average_loss:0.010359, accuracy:0.9922
epoch:6, validation:768/5000, loss:0.040359, accuracy:0.9844
epoch:6, training:3328/19906, average_loss:0.004332, accuracy:1.0000
epoch:6, validation:832/5000, loss:0.094202, accuracy:0.9688
epoch:6, training:3584/19906, average_loss:0.073426, accuracy:0.9805
epoch:6, validation:896/5000, loss:0.000981, accuracy:1.0000
epoch:6, training:3840/19906, average_loss:0.016283, accuracy:0.9922
epoch:6, validation:960/5000, loss:0.012021, accuracy:0.9844
epoch:6, training:4096/19906, average_loss:0.012484, accuracy:0.9961
epoch:6, validation:1024/5000, loss:0.033611, accuracy:0.9844
epoch:6, training:4352/19906, average_loss:0.001788, accuracy:1.0000
epoch:6, validation:1088/5000, loss:0.000335, accuracy:1.0000
epoch:6, training:4608/19906, average_loss:0.005084, accuracy:0.9961
epoch:6, validation:1152/5000, loss:0.003737, accuracy:1.0000
epoch:6, training:4864/19906, average_loss:0.019476, accuracy:0.9922
epoch:6, validation:1216/5000, loss:0.033785, accuracy:0.9844
epoch:6, training:5120/19906, average_loss:0.035782, accuracy:0.9922
epoch:6, validation:1280/5000, loss:0.000101, accuracy:1.0000
epoch:6, training:5376/19906, average_loss:0.008315, accuracy:0.9961
epoch:6, validation:1344/5000, loss:0.000428, accuracy:1.0000
epoch:6, training:5632/19906, average_loss:0.010817, accuracy:0.9961
epoch:6, validation:1408/5000, loss:0.000653, accuracy:1.0000
epoch:6, training:5888/19906, average_loss:0.010407, accuracy:0.9961
epoch:6, validation:1472/5000, loss:0.026272, accuracy:0.9844
epoch:6, training:6144/19906, average_loss:0.004534, accuracy:1.0000
epoch:6, validation:1536/5000, loss:0.001261, accuracy:1.0000
epoch:6, training:6400/19906, average_loss:0.003377, accuracy:1.0000
epoch:6, validation:1600/5000, loss:0.002767, accuracy:1.0000
epoch:6, training:6656/19906, average_loss:0.015233, accuracy:0.9922
epoch:6, validation:1664/5000, loss:0.000240, accuracy:1.0000
epoch:6, training:6912/19906, average_loss:0.011345, accuracy:1.0000
epoch:6, validation:1728/5000, loss:0.000431, accuracy:1.0000
epoch:6, training:7168/19906, average_loss:0.005121, accuracy:1.0000
epoch:6, validation:1792/5000, loss:0.000842, accuracy:1.0000
epoch:6, training:7424/19906, average_loss:0.002670, accuracy:1.0000
epoch:6, validation:1856/5000, loss:0.004989, accuracy:1.0000
epoch:6, training:7680/19906, average_loss:0.015482, accuracy:0.9961
epoch:6, validation:1920/5000, loss:0.061673, accuracy:0.9688
epoch:6, training:7936/19906, average_loss:0.009012, accuracy:0.9961
epoch:6, validation:1984/5000, loss:0.000281, accuracy:1.0000
epoch:6, training:8192/19906, average_loss:0.015582, accuracy:0.9922
epoch:6, validation:2048/5000, loss:0.000033, accuracy:1.0000
epoch:6, training:8448/19906, average_loss:0.004588, accuracy:1.0000
epoch:6, validation:2112/5000, loss:0.000189, accuracy:1.0000
epoch:6, training:8704/19906, average_loss:0.005276, accuracy:1.0000
epoch:6, validation:2176/5000, loss:0.026912, accuracy:0.9844
epoch:6, training:8960/19906, average_loss:0.006218, accuracy:1.0000
epoch:6, validation:2240/5000, loss:0.018921, accuracy:0.9844
epoch:6, training:9216/19906, average_loss:0.009436, accuracy:0.9922
epoch:6, validation:2304/5000, loss:0.020253, accuracy:0.9844
epoch:6, training:9472/19906, average_loss:0.034824, accuracy:0.9922
epoch:6, validation:2368/5000, loss:0.123537, accuracy:0.9531
epoch:6, training:9728/19906, average_loss:0.004766, accuracy:1.0000
epoch:6, validation:2432/5000, loss:0.000572, accuracy:1.0000
epoch:6, training:9984/19906, average_loss:0.001715, accuracy:1.0000
epoch:6, validation:2496/5000, loss:0.069034, accuracy:0.9844
epoch:6, training:10240/19906, average_loss:0.030500, accuracy:0.9961
epoch:6, validation:2560/5000, loss:0.054224, accuracy:0.9844
epoch:6, training:10496/19906, average_loss:0.002273, accuracy:1.0000
epoch:6, validation:2624/5000, loss:0.000411, accuracy:1.0000
epoch:6, training:10752/19906, average_loss:0.010656, accuracy:0.9961
epoch:6, validation:2688/5000, loss:0.000180, accuracy:1.0000
epoch:6, training:11008/19906, average_loss:0.004432, accuracy:1.0000
epoch:6, validation:2752/5000, loss:0.000803, accuracy:1.0000
epoch:6, training:11264/19906, average_loss:0.004031, accuracy:1.0000
epoch:6, validation:2816/5000, loss:0.007463, accuracy:1.0000
epoch:6, training:11520/19906, average_loss:0.001167, accuracy:1.0000
epoch:6, validation:2880/5000, loss:0.000387, accuracy:1.0000
epoch:6, training:11776/19906, average_loss:0.018467, accuracy:0.9961
epoch:6, validation:2944/5000, loss:0.018205, accuracy:0.9844
epoch:6, training:12032/19906, average_loss:0.020441, accuracy:0.9922
epoch:6, validation:3008/5000, loss:0.000304, accuracy:1.0000
epoch:6, training:12288/19906, average_loss:0.013665, accuracy:0.9922
epoch:6, validation:3072/5000, loss:0.000919, accuracy:1.0000
epoch:6, training:12544/19906, average_loss:0.001804, accuracy:1.0000
epoch:6, validation:3136/5000, loss:0.009698, accuracy:1.0000
epoch:6, training:12800/19906, average_loss:0.015939, accuracy:0.9961
epoch:6, validation:3200/5000, loss:0.000663, accuracy:1.0000
epoch:6, training:13056/19906, average_loss:0.005226, accuracy:0.9961
epoch:6, validation:3264/5000, loss:0.000141, accuracy:1.0000
epoch:6, training:13312/19906, average_loss:0.020035, accuracy:0.9961
epoch:6, validation:3328/5000, loss:0.000123, accuracy:1.0000
epoch:6, training:13568/19906, average_loss:0.017230, accuracy:0.9922
epoch:6, validation:3392/5000, loss:0.002730, accuracy:1.0000
epoch:6, training:13824/19906, average_loss:0.004287, accuracy:1.0000
epoch:6, validation:3456/5000, loss:0.116833, accuracy:0.9688
epoch:6, training:14080/19906, average_loss:0.022377, accuracy:0.9883
epoch:6, validation:3520/5000, loss:0.010491, accuracy:1.0000
epoch:6, training:14336/19906, average_loss:0.002219, accuracy:1.0000
epoch:6, validation:3584/5000, loss:0.000234, accuracy:1.0000
epoch:6, training:14592/19906, average_loss:0.006724, accuracy:0.9961
epoch:6, validation:3648/5000, loss:0.000314, accuracy:1.0000
epoch:6, training:14848/19906, average_loss:0.012967, accuracy:0.9961
epoch:6, validation:3712/5000, loss:0.000285, accuracy:1.0000
epoch:6, training:15104/19906, average_loss:0.010284, accuracy:0.9961
epoch:6, validation:3776/5000, loss:0.000479, accuracy:1.0000
epoch:6, training:15360/19906, average_loss:0.017025, accuracy:0.9961
epoch:6, validation:3840/5000, loss:0.000085, accuracy:1.0000
epoch:6, training:15616/19906, average_loss:0.003612, accuracy:1.0000
epoch:6, validation:3904/5000, loss:0.024226, accuracy:0.9844
epoch:6, training:15872/19906, average_loss:0.008524, accuracy:0.9961
epoch:6, validation:3968/5000, loss:0.223894, accuracy:0.9688
epoch:6, training:16128/19906, average_loss:0.000854, accuracy:1.0000
epoch:6, validation:4032/5000, loss:0.000429, accuracy:1.0000
epoch:6, training:16384/19906, average_loss:0.002606, accuracy:1.0000
epoch:6, validation:4096/5000, loss:0.000238, accuracy:1.0000
epoch:6, training:16640/19906, average_loss:0.005464, accuracy:1.0000
epoch:6, validation:4160/5000, loss:0.197438, accuracy:0.9844
epoch:6, training:16896/19906, average_loss:0.016821, accuracy:0.9961
epoch:6, validation:4224/5000, loss:0.000276, accuracy:1.0000
epoch:6, training:17152/19906, average_loss:0.007208, accuracy:1.0000
epoch:6, validation:4288/5000, loss:0.000150, accuracy:1.0000
epoch:6, training:17408/19906, average_loss:0.005424, accuracy:1.0000
epoch:6, validation:4352/5000, loss:0.037912, accuracy:0.9844
epoch:6, training:17664/19906, average_loss:0.017889, accuracy:0.9961
epoch:6, validation:4416/5000, loss:0.006573, accuracy:1.0000
epoch:6, training:17920/19906, average_loss:0.015910, accuracy:0.9922
epoch:6, validation:4480/5000, loss:0.011235, accuracy:0.9844
epoch:6, training:18176/19906, average_loss:0.005653, accuracy:0.9961
epoch:6, validation:4544/5000, loss:0.000729, accuracy:1.0000
epoch:6, training:18432/19906, average_loss:0.005733, accuracy:0.9961
epoch:6, validation:4608/5000, loss:0.040836, accuracy:0.9688
epoch:6, training:18688/19906, average_loss:0.022424, accuracy:0.9961
epoch:6, validation:4672/5000, loss:0.000057, accuracy:1.0000
epoch:6, training:18944/19906, average_loss:0.047076, accuracy:0.9844
epoch:6, validation:4736/5000, loss:0.000080, accuracy:1.0000
epoch:6, training:19200/19906, average_loss:0.007976, accuracy:0.9961
epoch:6, validation:4800/5000, loss:0.000093, accuracy:1.0000
epoch:6, training:19456/19906, average_loss:0.004508, accuracy:1.0000
epoch:6, validation:4864/5000, loss:0.002106, accuracy:1.0000
epoch:6, training:19712/19906, average_loss:0.008853, accuracy:0.9961
epoch:6, validation:4928/5000, loss:0.005031, accuracy:1.0000
epoch:6, training:19904/19906, loss:0.009544, accuracy:1.0000
epoch 6, average training loss:0.011633 ; training accuracy:0.9964
epoch 6, average validation loss:0.019529 ; validation accuracy:0.9937
epoch:7, training:256/19906, average_loss:0.018405, accuracy:0.9961
epoch:7, validation:64/5000, loss:0.007986, accuracy:1.0000
epoch:7, training:512/19906, average_loss:0.001225, accuracy:1.0000
epoch:7, validation:128/5000, loss:0.001130, accuracy:1.0000
epoch:7, training:768/19906, average_loss:0.009998, accuracy:0.9961
epoch:7, validation:192/5000, loss:0.002072, accuracy:1.0000
epoch:7, training:1024/19906, average_loss:0.012585, accuracy:0.9961
epoch:7, validation:256/5000, loss:0.186589, accuracy:0.9844
epoch:7, training:1280/19906, average_loss:0.010538, accuracy:0.9922
epoch:7, validation:320/5000, loss:0.001285, accuracy:1.0000
epoch:7, training:1536/19906, average_loss:0.004848, accuracy:1.0000
epoch:7, validation:384/5000, loss:0.003840, accuracy:1.0000
epoch:7, training:1792/19906, average_loss:0.006752, accuracy:0.9961
epoch:7, validation:448/5000, loss:0.002779, accuracy:1.0000
epoch:7, training:2048/19906, average_loss:0.010059, accuracy:0.9961
epoch:7, validation:512/5000, loss:0.022933, accuracy:0.9844
epoch:7, training:2304/19906, average_loss:0.018303, accuracy:0.9922
epoch:7, validation:576/5000, loss:0.002792, accuracy:1.0000
epoch:7, training:2560/19906, average_loss:0.003417, accuracy:1.0000
epoch:7, validation:640/5000, loss:0.000038, accuracy:1.0000
epoch:7, training:2816/19906, average_loss:0.012910, accuracy:0.9961
epoch:7, validation:704/5000, loss:0.000046, accuracy:1.0000
epoch:7, training:3072/19906, average_loss:0.017252, accuracy:0.9961
epoch:7, validation:768/5000, loss:0.008920, accuracy:1.0000
epoch:7, training:3328/19906, average_loss:0.016819, accuracy:0.9883
epoch:7, validation:832/5000, loss:0.001548, accuracy:1.0000
epoch:7, training:3584/19906, average_loss:0.006525, accuracy:0.9961
epoch:7, validation:896/5000, loss:0.000078, accuracy:1.0000
epoch:7, training:3840/19906, average_loss:0.002238, accuracy:1.0000
epoch:7, validation:960/5000, loss:0.007130, accuracy:1.0000
epoch:7, training:4096/19906, average_loss:0.008427, accuracy:0.9961
epoch:7, validation:1024/5000, loss:0.174150, accuracy:0.9531
epoch:7, training:4352/19906, average_loss:0.009656, accuracy:0.9961
epoch:7, validation:1088/5000, loss:0.000044, accuracy:1.0000
epoch:7, training:4608/19906, average_loss:0.003748, accuracy:1.0000
epoch:7, validation:1152/5000, loss:0.000007, accuracy:1.0000
epoch:7, training:4864/19906, average_loss:0.003443, accuracy:1.0000
epoch:7, validation:1216/5000, loss:0.000360, accuracy:1.0000
epoch:7, training:5120/19906, average_loss:0.008104, accuracy:0.9961
epoch:7, validation:1280/5000, loss:0.052332, accuracy:0.9844
epoch:7, training:5376/19906, average_loss:0.001005, accuracy:1.0000
epoch:7, validation:1344/5000, loss:0.000518, accuracy:1.0000
epoch:7, training:5632/19906, average_loss:0.000960, accuracy:1.0000
epoch:7, validation:1408/5000, loss:0.000060, accuracy:1.0000
epoch:7, training:5888/19906, average_loss:0.013268, accuracy:0.9961
epoch:7, validation:1472/5000, loss:0.000081, accuracy:1.0000
epoch:7, training:6144/19906, average_loss:0.005086, accuracy:1.0000
epoch:7, validation:1536/5000, loss:0.000098, accuracy:1.0000
epoch:7, training:6400/19906, average_loss:0.008827, accuracy:0.9961
epoch:7, validation:1600/5000, loss:0.002875, accuracy:1.0000
epoch:7, training:6656/19906, average_loss:0.000848, accuracy:1.0000
epoch:7, validation:1664/5000, loss:0.003265, accuracy:1.0000
epoch:7, training:6912/19906, average_loss:0.001785, accuracy:1.0000
epoch:7, validation:1728/5000, loss:0.000320, accuracy:1.0000
epoch:7, training:7168/19906, average_loss:0.009732, accuracy:0.9961
epoch:7, validation:1792/5000, loss:0.021868, accuracy:0.9844
epoch:7, training:7424/19906, average_loss:0.004482, accuracy:1.0000
epoch:7, validation:1856/5000, loss:0.000735, accuracy:1.0000
epoch:7, training:7680/19906, average_loss:0.028985, accuracy:0.9922
epoch:7, validation:1920/5000, loss:0.000275, accuracy:1.0000
epoch:7, training:7936/19906, average_loss:0.018211, accuracy:0.9922
epoch:7, validation:1984/5000, loss:0.090035, accuracy:0.9844
epoch:7, training:8192/19906, average_loss:0.017973, accuracy:0.9883
epoch:7, validation:2048/5000, loss:0.041030, accuracy:0.9844
epoch:7, training:8448/19906, average_loss:0.015277, accuracy:0.9922
epoch:7, validation:2112/5000, loss:0.000674, accuracy:1.0000
epoch:7, training:8704/19906, average_loss:0.018204, accuracy:0.9922
epoch:7, validation:2176/5000, loss:0.000301, accuracy:1.0000
epoch:7, training:8960/19906, average_loss:0.003010, accuracy:1.0000
epoch:7, validation:2240/5000, loss:0.000436, accuracy:1.0000
epoch:7, training:9216/19906, average_loss:0.001108, accuracy:1.0000
epoch:7, validation:2304/5000, loss:0.000063, accuracy:1.0000
epoch:7, training:9472/19906, average_loss:0.030875, accuracy:0.9883
epoch:7, validation:2368/5000, loss:0.041109, accuracy:0.9844
epoch:7, training:9728/19906, average_loss:0.018706, accuracy:0.9922
epoch:7, validation:2432/5000, loss:0.000637, accuracy:1.0000
epoch:7, training:9984/19906, average_loss:0.005740, accuracy:0.9961
epoch:7, validation:2496/5000, loss:0.061787, accuracy:0.9688
epoch:7, training:10240/19906, average_loss:0.033642, accuracy:0.9883
epoch:7, validation:2560/5000, loss:0.053303, accuracy:0.9688
epoch:7, training:10496/19906, average_loss:0.003316, accuracy:1.0000
epoch:7, validation:2624/5000, loss:0.054371, accuracy:0.9688
epoch:7, training:10752/19906, average_loss:0.001594, accuracy:1.0000
epoch:7, validation:2688/5000, loss:0.093382, accuracy:0.9844
epoch:7, training:11008/19906, average_loss:0.004500, accuracy:1.0000
epoch:7, validation:2752/5000, loss:0.001360, accuracy:1.0000
epoch:7, training:11264/19906, average_loss:0.002745, accuracy:1.0000
epoch:7, validation:2816/5000, loss:0.094213, accuracy:0.9844
epoch:7, training:11520/19906, average_loss:0.000416, accuracy:1.0000
epoch:7, validation:2880/5000, loss:0.000431, accuracy:1.0000
epoch:7, training:11776/19906, average_loss:0.007176, accuracy:0.9961
epoch:7, validation:2944/5000, loss:0.070693, accuracy:0.9688
epoch:7, training:12032/19906, average_loss:0.017507, accuracy:0.9922
epoch:7, validation:3008/5000, loss:0.028983, accuracy:0.9844
epoch:7, training:12288/19906, average_loss:0.002459, accuracy:1.0000
epoch:7, validation:3072/5000, loss:0.059220, accuracy:0.9844
epoch:7, training:12544/19906, average_loss:0.010453, accuracy:0.9922
epoch:7, validation:3136/5000, loss:0.026914, accuracy:0.9844
epoch:7, training:12800/19906, average_loss:0.005291, accuracy:1.0000
epoch:7, validation:3200/5000, loss:0.000117, accuracy:1.0000
epoch:7, training:13056/19906, average_loss:0.000514, accuracy:1.0000
epoch:7, validation:3264/5000, loss:0.000394, accuracy:1.0000
epoch:7, training:13312/19906, average_loss:0.018476, accuracy:0.9961
epoch:7, validation:3328/5000, loss:0.022228, accuracy:0.9844
epoch:7, training:13568/19906, average_loss:0.029792, accuracy:0.9883
epoch:7, validation:3392/5000, loss:0.000382, accuracy:1.0000
epoch:7, training:13824/19906, average_loss:0.002315, accuracy:1.0000
epoch:7, validation:3456/5000, loss:0.056141, accuracy:0.9844
epoch:7, training:14080/19906, average_loss:0.009290, accuracy:0.9922
epoch:7, validation:3520/5000, loss:0.044642, accuracy:0.9844
epoch:7, training:14336/19906, average_loss:0.045183, accuracy:0.9805
epoch:7, validation:3584/5000, loss:0.000077, accuracy:1.0000
epoch:7, training:14592/19906, average_loss:0.007098, accuracy:0.9961
epoch:7, validation:3648/5000, loss:0.001584, accuracy:1.0000
epoch:7, training:14848/19906, average_loss:0.009654, accuracy:0.9922
epoch:7, validation:3712/5000, loss:0.000303, accuracy:1.0000
epoch:7, training:15104/19906, average_loss:0.033735, accuracy:0.9844
epoch:7, validation:3776/5000, loss:0.002072, accuracy:1.0000
epoch:7, training:15360/19906, average_loss:0.003471, accuracy:1.0000
epoch:7, validation:3840/5000, loss:0.000157, accuracy:1.0000
epoch:7, training:15616/19906, average_loss:0.016320, accuracy:0.9922
epoch:7, validation:3904/5000, loss:0.001363, accuracy:1.0000
epoch:7, training:15872/19906, average_loss:0.005046, accuracy:1.0000
epoch:7, validation:3968/5000, loss:0.000937, accuracy:1.0000
epoch:7, training:16128/19906, average_loss:0.003657, accuracy:1.0000
epoch:7, validation:4032/5000, loss:0.000084, accuracy:1.0000
epoch:7, training:16384/19906, average_loss:0.006245, accuracy:1.0000
epoch:7, validation:4096/5000, loss:0.004310, accuracy:1.0000
epoch:7, training:16640/19906, average_loss:0.017087, accuracy:0.9922
epoch:7, validation:4160/5000, loss:0.098500, accuracy:0.9688
epoch:7, training:16896/19906, average_loss:0.010507, accuracy:0.9961
epoch:7, validation:4224/5000, loss:0.000375, accuracy:1.0000
epoch:7, training:17152/19906, average_loss:0.007691, accuracy:0.9961
epoch:7, validation:4288/5000, loss:0.010573, accuracy:1.0000
epoch:7, training:17408/19906, average_loss:0.007313, accuracy:0.9961
epoch:7, validation:4352/5000, loss:0.000052, accuracy:1.0000
epoch:7, training:17664/19906, average_loss:0.005641, accuracy:0.9961
epoch:7, validation:4416/5000, loss:0.000153, accuracy:1.0000
epoch:7, training:17920/19906, average_loss:0.003636, accuracy:1.0000
epoch:7, validation:4480/5000, loss:0.001288, accuracy:1.0000
epoch:7, training:18176/19906, average_loss:0.009780, accuracy:0.9961
epoch:7, validation:4544/5000, loss:0.005432, accuracy:1.0000
epoch:7, training:18432/19906, average_loss:0.015261, accuracy:0.9961
epoch:7, validation:4608/5000, loss:0.000875, accuracy:1.0000
epoch:7, training:18688/19906, average_loss:0.014965, accuracy:0.9961
epoch:7, validation:4672/5000, loss:0.174631, accuracy:0.9844
epoch:7, training:18944/19906, average_loss:0.011977, accuracy:0.9961
epoch:7, validation:4736/5000, loss:0.000080, accuracy:1.0000
epoch:7, training:19200/19906, average_loss:0.013088, accuracy:0.9922
epoch:7, validation:4800/5000, loss:0.004907, accuracy:1.0000
epoch:7, training:19456/19906, average_loss:0.001190, accuracy:1.0000
epoch:7, validation:4864/5000, loss:0.000045, accuracy:1.0000
epoch:7, training:19712/19906, average_loss:0.007530, accuracy:0.9961
epoch:7, validation:4928/5000, loss:0.003779, accuracy:1.0000
epoch:7, training:19904/19906, loss:0.018912, accuracy:0.9844
epoch 7, average training loss:0.010323 ; training accuracy:0.9960
epoch 7, average validation loss:0.021566 ; validation accuracy:0.9941
epoch:8, training:256/19906, average_loss:0.005173, accuracy:0.9961
epoch:8, validation:64/5000, loss:0.031926, accuracy:0.9844
epoch:8, training:512/19906, average_loss:0.002880, accuracy:1.0000
epoch:8, validation:128/5000, loss:0.001631, accuracy:1.0000
epoch:8, training:768/19906, average_loss:0.001898, accuracy:1.0000
epoch:8, validation:192/5000, loss:0.000080, accuracy:1.0000
epoch:8, training:1024/19906, average_loss:0.001665, accuracy:1.0000
epoch:8, validation:256/5000, loss:0.000206, accuracy:1.0000
epoch:8, training:1280/19906, average_loss:0.017936, accuracy:0.9922
epoch:8, validation:320/5000, loss:0.000380, accuracy:1.0000
epoch:8, training:1536/19906, average_loss:0.020622, accuracy:0.9961
epoch:8, validation:384/5000, loss:0.000435, accuracy:1.0000
epoch:8, training:1792/19906, average_loss:0.003189, accuracy:1.0000
epoch:8, validation:448/5000, loss:0.000269, accuracy:1.0000
epoch:8, training:2048/19906, average_loss:0.014955, accuracy:0.9922
epoch:8, validation:512/5000, loss:0.000177, accuracy:1.0000
epoch:8, training:2304/19906, average_loss:0.004604, accuracy:0.9961
epoch:8, validation:576/5000, loss:0.023933, accuracy:0.9844
epoch:8, training:2560/19906, average_loss:0.003475, accuracy:1.0000
epoch:8, validation:640/5000, loss:0.000534, accuracy:1.0000
epoch:8, training:2816/19906, average_loss:0.016484, accuracy:0.9922
epoch:8, validation:704/5000, loss:0.037754, accuracy:0.9844
epoch:8, training:3072/19906, average_loss:0.002726, accuracy:1.0000
epoch:8, validation:768/5000, loss:0.002208, accuracy:1.0000
epoch:8, training:3328/19906, average_loss:0.009810, accuracy:0.9961
epoch:8, validation:832/5000, loss:0.000165, accuracy:1.0000
epoch:8, training:3584/19906, average_loss:0.026675, accuracy:0.9844
epoch:8, validation:896/5000, loss:0.000165, accuracy:1.0000
epoch:8, training:3840/19906, average_loss:0.005544, accuracy:0.9961
epoch:8, validation:960/5000, loss:0.000676, accuracy:1.0000
epoch:8, training:4096/19906, average_loss:0.014160, accuracy:0.9961
epoch:8, validation:1024/5000, loss:0.037939, accuracy:0.9844
epoch:8, training:4352/19906, average_loss:0.020313, accuracy:0.9961
epoch:8, validation:1088/5000, loss:0.004617, accuracy:1.0000
epoch:8, training:4608/19906, average_loss:0.013314, accuracy:0.9922
epoch:8, validation:1152/5000, loss:0.001293, accuracy:1.0000
epoch:8, training:4864/19906, average_loss:0.012961, accuracy:0.9961
epoch:8, validation:1216/5000, loss:0.000103, accuracy:1.0000
epoch:8, training:5120/19906, average_loss:0.004817, accuracy:1.0000
epoch:8, validation:1280/5000, loss:0.006361, accuracy:1.0000
epoch:8, training:5376/19906, average_loss:0.004444, accuracy:1.0000
epoch:8, validation:1344/5000, loss:0.000692, accuracy:1.0000
epoch:8, training:5632/19906, average_loss:0.003558, accuracy:1.0000
epoch:8, validation:1408/5000, loss:0.000548, accuracy:1.0000
epoch:8, training:5888/19906, average_loss:0.007667, accuracy:0.9961
epoch:8, validation:1472/5000, loss:0.018705, accuracy:0.9844
epoch:8, training:6144/19906, average_loss:0.025178, accuracy:0.9883
epoch:8, validation:1536/5000, loss:0.013489, accuracy:0.9844
epoch:8, training:6400/19906, average_loss:0.001476, accuracy:1.0000
epoch:8, validation:1600/5000, loss:0.244480, accuracy:0.9688
epoch:8, training:6656/19906, average_loss:0.001827, accuracy:1.0000
epoch:8, validation:1664/5000, loss:0.044674, accuracy:0.9844
epoch:8, training:6912/19906, average_loss:0.019210, accuracy:0.9961
epoch:8, validation:1728/5000, loss:0.005767, accuracy:1.0000
epoch:8, training:7168/19906, average_loss:0.011426, accuracy:0.9961
epoch:8, validation:1792/5000, loss:0.092129, accuracy:0.9688
epoch:8, training:7424/19906, average_loss:0.007102, accuracy:0.9961
epoch:8, validation:1856/5000, loss:0.000415, accuracy:1.0000
epoch:8, training:7680/19906, average_loss:0.017747, accuracy:0.9961
epoch:8, validation:1920/5000, loss:0.001364, accuracy:1.0000
epoch:8, training:7936/19906, average_loss:0.031559, accuracy:0.9883
epoch:8, validation:1984/5000, loss:0.006018, accuracy:1.0000
epoch:8, training:8192/19906, average_loss:0.011616, accuracy:0.9922
epoch:8, validation:2048/5000, loss:0.028987, accuracy:0.9844
epoch:8, training:8448/19906, average_loss:0.019174, accuracy:0.9883
epoch:8, validation:2112/5000, loss:0.033099, accuracy:0.9844
epoch:8, training:8704/19906, average_loss:0.008710, accuracy:0.9961
epoch:8, validation:2176/5000, loss:0.001638, accuracy:1.0000
epoch:8, training:8960/19906, average_loss:0.005293, accuracy:1.0000
epoch:8, validation:2240/5000, loss:0.001999, accuracy:1.0000
epoch:8, training:9216/19906, average_loss:0.004903, accuracy:1.0000
epoch:8, validation:2304/5000, loss:0.001093, accuracy:1.0000
epoch:8, training:9472/19906, average_loss:0.008783, accuracy:0.9961
epoch:8, validation:2368/5000, loss:0.000082, accuracy:1.0000
epoch:8, training:9728/19906, average_loss:0.003654, accuracy:1.0000
epoch:8, validation:2432/5000, loss:0.000583, accuracy:1.0000
epoch:8, training:9984/19906, average_loss:0.022715, accuracy:0.9844
epoch:8, validation:2496/5000, loss:0.054912, accuracy:0.9844
epoch:8, training:10240/19906, average_loss:0.002124, accuracy:1.0000
epoch:8, validation:2560/5000, loss:0.004657, accuracy:1.0000
epoch:8, training:10496/19906, average_loss:0.007746, accuracy:0.9961
epoch:8, validation:2624/5000, loss:0.006223, accuracy:1.0000
epoch:8, training:10752/19906, average_loss:0.030860, accuracy:0.9883
epoch:8, validation:2688/5000, loss:0.086948, accuracy:0.9844
epoch:8, training:11008/19906, average_loss:0.007616, accuracy:0.9961
epoch:8, validation:2752/5000, loss:0.000320, accuracy:1.0000
epoch:8, training:11264/19906, average_loss:0.008948, accuracy:0.9922
epoch:8, validation:2816/5000, loss:0.176739, accuracy:0.9844
epoch:8, training:11520/19906, average_loss:0.024287, accuracy:0.9961
epoch:8, validation:2880/5000, loss:0.000276, accuracy:1.0000
epoch:8, training:11776/19906, average_loss:0.003230, accuracy:1.0000
epoch:8, validation:2944/5000, loss:0.040759, accuracy:0.9844
epoch:8, training:12032/19906, average_loss:0.010870, accuracy:0.9922
epoch:8, validation:3008/5000, loss:0.094087, accuracy:0.9844
epoch:8, training:12288/19906, average_loss:0.011439, accuracy:0.9961
epoch:8, validation:3072/5000, loss:0.002011, accuracy:1.0000
epoch:8, training:12544/19906, average_loss:0.005959, accuracy:1.0000
epoch:8, validation:3136/5000, loss:0.042535, accuracy:0.9844
epoch:8, training:12800/19906, average_loss:0.003613, accuracy:1.0000
epoch:8, validation:3200/5000, loss:0.023020, accuracy:0.9844
epoch:8, training:13056/19906, average_loss:0.007700, accuracy:0.9961
epoch:8, validation:3264/5000, loss:0.000161, accuracy:1.0000
epoch:8, training:13312/19906, average_loss:0.015458, accuracy:0.9961
epoch:8, validation:3328/5000, loss:0.000150, accuracy:1.0000
epoch:8, training:13568/19906, average_loss:0.000819, accuracy:1.0000
epoch:8, validation:3392/5000, loss:0.000518, accuracy:1.0000
epoch:8, training:13824/19906, average_loss:0.002446, accuracy:1.0000
epoch:8, validation:3456/5000, loss:0.000330, accuracy:1.0000
epoch:8, training:14080/19906, average_loss:0.027236, accuracy:0.9922
epoch:8, validation:3520/5000, loss:0.000765, accuracy:1.0000
epoch:8, training:14336/19906, average_loss:0.013946, accuracy:0.9961
epoch:8, validation:3584/5000, loss:0.002073, accuracy:1.0000
epoch:8, training:14592/19906, average_loss:0.003326, accuracy:1.0000
epoch:8, validation:3648/5000, loss:0.023279, accuracy:0.9844
epoch:8, training:14848/19906, average_loss:0.004795, accuracy:1.0000
epoch:8, validation:3712/5000, loss:0.040471, accuracy:0.9844
epoch:8, training:15104/19906, average_loss:0.004585, accuracy:1.0000
epoch:8, validation:3776/5000, loss:0.002928, accuracy:1.0000
epoch:8, training:15360/19906, average_loss:0.001443, accuracy:1.0000
epoch:8, validation:3840/5000, loss:0.021554, accuracy:0.9844
epoch:8, training:15616/19906, average_loss:0.017829, accuracy:0.9883
epoch:8, validation:3904/5000, loss:0.000048, accuracy:1.0000
epoch:8, training:15872/19906, average_loss:0.012366, accuracy:0.9922
epoch:8, validation:3968/5000, loss:0.003002, accuracy:1.0000
epoch:8, training:16128/19906, average_loss:0.010477, accuracy:0.9961
epoch:8, validation:4032/5000, loss:0.007529, accuracy:1.0000
epoch:8, training:16384/19906, average_loss:0.003410, accuracy:1.0000
epoch:8, validation:4096/5000, loss:0.000069, accuracy:1.0000
epoch:8, training:16640/19906, average_loss:0.006232, accuracy:0.9961
epoch:8, validation:4160/5000, loss:0.077663, accuracy:0.9844
epoch:8, training:16896/19906, average_loss:0.002608, accuracy:1.0000
epoch:8, validation:4224/5000, loss:0.000752, accuracy:1.0000
epoch:8, training:17152/19906, average_loss:0.004358, accuracy:1.0000
epoch:8, validation:4288/5000, loss:0.001415, accuracy:1.0000
epoch:8, training:17408/19906, average_loss:0.021093, accuracy:0.9883
epoch:8, validation:4352/5000, loss:0.032622, accuracy:0.9688
epoch:8, training:17664/19906, average_loss:0.002925, accuracy:1.0000
epoch:8, validation:4416/5000, loss:0.001313, accuracy:1.0000
epoch:8, training:17920/19906, average_loss:0.003364, accuracy:1.0000
epoch:8, validation:4480/5000, loss:0.025565, accuracy:0.9844
epoch:8, training:18176/19906, average_loss:0.001737, accuracy:1.0000
epoch:8, validation:4544/5000, loss:0.000205, accuracy:1.0000
epoch:8, training:18432/19906, average_loss:0.013189, accuracy:0.9922
epoch:8, validation:4608/5000, loss:0.014486, accuracy:0.9844
epoch:8, training:18688/19906, average_loss:0.001255, accuracy:1.0000
epoch:8, validation:4672/5000, loss:0.000209, accuracy:1.0000
epoch:8, training:18944/19906, average_loss:0.019499, accuracy:0.9961
epoch:8, validation:4736/5000, loss:0.072024, accuracy:0.9688
epoch:8, training:19200/19906, average_loss:0.008908, accuracy:0.9961
epoch:8, validation:4800/5000, loss:0.000157, accuracy:1.0000
epoch:8, training:19456/19906, average_loss:0.000628, accuracy:1.0000
epoch:8, validation:4864/5000, loss:0.000570, accuracy:1.0000
epoch:8, training:19712/19906, average_loss:0.000410, accuracy:1.0000
epoch:8, validation:4928/5000, loss:0.046395, accuracy:0.9844
epoch:8, training:19904/19906, loss:0.011745, accuracy:1.0000
epoch 8, average training loss:0.009714 ; training accuracy:0.9963
epoch 8, average validation loss:0.020199 ; validation accuracy:0.9937